Introduction

I can add stuff here too, right?

Items

ID

Distribution

0 missings.

Summary statistics

name data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
ID numeric 0 247 247 124 71.45 1 62.5 124 185.5 247 <U+ 2587>< U+2587> F8.2 0

Source

Source

Distribution

0 missings.

Summary statistics

name label data_type value_labels missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Source Source numeric 1. Email,
2. JPHMP,
3. RWJF
0 247 247 1.08 0.36 1 1 1 1 3 <U+ 2581>< U+2581> F1.0 0

Value labels

  • Email: 1
  • JPHMP: 2
  • RWJF: 3

StartDate

StartDate

Distribution

## 247  unique, categorical values, so not shown.

0 missings.

Summary statistics

name label data_type missing complete n n_unique median min max format.spss display_width
StartDate StartDate POSIXct 0 247 247 247 2017-09-21 2017-09-19 2017-10-18 DATETIME20 0

EndDate

EndDate

Distribution

## 246  unique, categorical values, so not shown.

0 missings.

Summary statistics

name label data_type missing complete n n_unique median min max format.spss display_width
EndDate EndDate POSIXct 0 247 247 246 2017-09-21 2017-09-19 2017-10-18 DATETIME20 0

Finished

Finished

Distribution

0 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Finished Finished numeric 0 247 247 0.85 0.36 0 1 1 1 1 <U+ 2581>< U+2581> F1.0 0

Q2

Research Reproducibility in Public Health

Distribution

0 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q2 Research Reproducibility in Public Health numeric 0 247 247 1 0 1 1 1 1 1 <U+ 2581>< U+2587> F8.0 0

Q3

Introduction

Distribution

0 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q3 Introduction numeric 0 247 247 1 0 1 1 1 1 1 <U+ 2581>< U+2587> F8.0 0

Q4_1

Primary job responsibilities-Data collection

Distribution

0 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q4_1 Primary job responsibilities-Data collection numeric 0 247 247 0.52 0.5 0 0 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q4_2

Primary job responsibilities-Data management

Distribution

0 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q4_2 Primary job responsibilities-Data management numeric 0 247 247 0.79 0.41 0 1 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q4_3

Primary job responsibilities-Descriptive analysis

Distribution

0 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q4_3 Primary job responsibilities-Descriptive analysis numeric 0 247 247 0.9 0.3 0 1 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q4_4

Primary job responsibilities-Inferential analysis

Distribution

0 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q4_4 Primary job responsibilities-Inferential analysis numeric 0 247 247 0.77 0.42 0 1 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q4_5

Primary job responsibilities-Visualization/graph production

Distribution

0 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q4_5 Primary job responsibilities-Visualization/graph production numeric 0 247 247 0.75 0.43 0 0.5 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q4_6

Primary job responsibilities-Contributing to publications or reports

Distribution

0 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q4_6 Primary job responsibilities-Contributing to publications or reports numeric 0 247 247 0.94 0.24 0 1 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q5

Publication work

Distribution

233 missings.

Summary statistics

name label data_type value_labels missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q5 Publication work numeric 1. Yes,
2. No
233 14 247 1 0 1 1 1 1 1 <U+ 2581>< U+2587> F8.0 0

Value labels

  • Yes: 1
  • No: 2

Q7_1_1

Data and code storage-Data-In the cloud (e.g., Dropbox, GitHub)

Distribution

21 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q7_1_1 Data and code storage-Data-In the cloud (e.g., Dropbox, GitHub) numeric 21 226 247 0.28 0.45 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q7_1_2

Data and code storage-Data-On a local server at your workplace

Distribution

21 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q7_1_2 Data and code storage-Data-On a local server at your workplace numeric 21 226 247 0.69 0.46 0 0 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q7_1_3

Data and code storage-Data-On a desktop computer

Distribution

21 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q7_1_3 Data and code storage-Data-On a desktop computer numeric 21 226 247 0.26 0.44 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q7_1_4

Data and code storage-Data-On a laptop computer

Distribution

21 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q7_1_4 Data and code storage-Data-On a laptop computer numeric 21 226 247 0.34 0.47 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q7_1_5

Data and code storage-Data-On a removable storage device (e.g., USB drive, CD)

Distribution

21 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q7_1_5 Data and code storage-Data-On a removable storage device (e.g., USB drive, CD) numeric 21 226 247 0.19 0.39 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q7_1_6

Data and code storage-Data-There were no statistical code files (e.g., used point-and-click/menu driven approach in SPSS, Excel, or other software)

Distribution

21 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q7_1_6 Data and code storage-Data-There were no statistical code files (e.g., used point-and-click/menu driven approach in SPSS, Excel, or other software) numeric 21 226 247 0 0 0 0 0 0 0 <U+ 2581>< U+2587> F8.0 0

Q7_2_1

Data and code storage-Statistical code-In the cloud (e.g., Dropbox, GitHub)

Distribution

23 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q7_2_1 Data and code storage-Statistical code-In the cloud (e.g., Dropbox, GitHub) numeric 23 224 247 0.27 0.45 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q7_2_2

Data and code storage-Statistical code-On a local server at your workplace

Distribution

23 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q7_2_2 Data and code storage-Statistical code-On a local server at your workplace numeric 23 224 247 0.58 0.5 0 0 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q7_2_3

Data and code storage-Statistical code-On a desktop computer

Distribution

23 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q7_2_3 Data and code storage-Statistical code-On a desktop computer numeric 23 224 247 0.29 0.45 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q7_2_4

Data and code storage-Statistical code-On a laptop computer

Distribution

23 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q7_2_4 Data and code storage-Statistical code-On a laptop computer numeric 23 224 247 0.33 0.47 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q7_2_5

Data and code storage-Statistical code-On a removable storage device (e.g., USB drive, CD)

Distribution

23 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q7_2_5 Data and code storage-Statistical code-On a removable storage device (e.g., USB drive, CD) numeric 23 224 247 0.16 0.37 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q7_2_6

Data and code storage-Statistical code-There were no statistical code files (e.g., used point-and-click/menu driven approach in SPSS, Excel, or other software)

Distribution

23 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q7_2_6 Data and code storage-Statistical code-There were no statistical code files (e.g., used point-and-click/menu driven approach in SPSS, Excel, or other software) numeric 23 224 247 0.094 0.29 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q8_1_1

Files storage location-Data-In project-specific folders or directories

Distribution

21 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q8_1_1 Files storage location-Data-In project-specific folders or directories numeric 21 226 247 0.97 0.17 0 1 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q8_1_2

Files storage location-Data-In folders or directories not specific to the project

Distribution

21 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q8_1_2 Files storage location-Data-In folders or directories not specific to the project numeric 21 226 247 0.088 0.28 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q8_2_1

Files storage location-Statistical code-In project-specific folders or directories

Distribution

44 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q8_2_1 Files storage location-Statistical code-In project-specific folders or directories numeric 44 203 247 0.98 0.16 0 1 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q8_2_2

Files storage location-Statistical code-In folders or directories not specific to the project

Distribution

44 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q8_2_2 Files storage location-Statistical code-In folders or directories not specific to the project numeric 44 203 247 0.074 0.26 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q9_1

Files organization-Data

Distribution

23 missings.

Summary statistics

name label data_type value_labels missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q9_1 Files organization-Data numeric 1. In a single file,
2. In multiple files
23 224 247 1.76 0.43 1 2 2 2 2 <U+ 2581>< U+2581> F8.0 0

Value labels

  • In a single file: 1
  • In multiple files: 2

Q9_2

Files organization-Statistical code

Distribution

45 missings.

Summary statistics

name label data_type value_labels missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q9_2 Files organization-Statistical code numeric 1. In a single file,
2. In multiple files
45 202 247 1.72 0.45 1 1 2 2 2 <U+ 2581>< U+2581> F8.0 0

Value labels

  • In a single file: 1
  • In multiple files: 2

Q10_1_1

Files accessibility-Data-Shareable with anyone (public)

Distribution

26 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q10_1_1 Files accessibility-Data-Shareable with anyone (public) numeric 26 221 247 0.018 0.13 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q10_1_2

Files accessibility-Data-Shareable but secure (i.e., authorized access only)

Distribution

26 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q10_1_2 Files accessibility-Data-Shareable but secure (i.e., authorized access only) numeric 26 221 247 0.68 0.47 0 0 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q10_1_3

Files accessibility-Data-Private

Distribution

26 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q10_1_3 Files accessibility-Data-Private numeric 26 221 247 0.38 0.49 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q10_2_1

Files accessibility-Statistical code-Shareable with anyone (public)

Distribution

49 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q10_2_1 Files accessibility-Statistical code-Shareable with anyone (public) numeric 49 198 247 0.045 0.21 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q10_2_2

Files accessibility-Statistical code-Shareable but secure (i.e., authorized access only)

Distribution

49 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q10_2_2 Files accessibility-Statistical code-Shareable but secure (i.e., authorized access only) numeric 49 198 247 0.65 0.48 0 0 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q10_2_3

Files accessibility-Statistical code-Private

Distribution

49 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q10_2_3 Files accessibility-Statistical code-Private numeric 49 198 247 0.39 0.49 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q11_1

Location ease-Data

Distribution

26 missings.

Summary statistics

name label data_type value_labels missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q11_1 Location ease-Data numeric 1. Very easy,
2. Somewhat easy,
3. Somewhat difficult,
4. Very difficult
26 221 247 2.22 1.01 1 1 2 3 4 <U+ 2581>< U+2581> F8.0 0

Value labels

  • Very easy: 1
  • Somewhat easy: 2
  • Somewhat difficult: 3
  • Very difficult: 4

Q11_2

Location ease-Statistical code

Distribution

48 missings.

Summary statistics

name label data_type value_labels missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q11_2 Location ease-Statistical code numeric 1. Very easy,
2. Somewhat easy,
3. Somewhat difficult,
4. Very difficult
48 199 247 2.46 1.02 1 2 2 3 4 <U+ 2581>< U+2581> F8.0 0

Value labels

  • Very easy: 1
  • Somewhat easy: 2
  • Somewhat difficult: 3
  • Very difficult: 4

Q12_1

Files storage process-Data

Distribution

27 missings.

Summary statistics

name label data_type value_labels missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q12_1 Files storage process-Data numeric 1. No set process,
2. A set process developed in-house,
3. A set process developed externally
27 220 247 1.86 0.51 1 2 2 2 3 <U+ 2581>< U+2587> F8.0 0

Value labels

  • No set process: 1
  • A set process developed in-house: 2
  • A set process developed externally: 3

Q12_2

Files storage process-Statistical code

Distribution

27 missings.

Summary statistics

name label data_type value_labels missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q12_2 Files storage process-Statistical code numeric 1. No set process,
2. A set process developed in-house,
3. A set process developed externally
27 220 247 1.75 0.55 1 1 2 2 3 <U+ 2581>< U+2587> F8.0 0

Value labels

  • No set process: 1
  • A set process developed in-house: 2
  • A set process developed externally: 3

Q13

Code annotation and documentation

Distribution

49 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q13 Code annotation and documentation numeric 49 198 247 1 0 1 1 1 1 1 <U+ 2581>< U+2587> F8.0 0

Q14

Variable dictionary

Distribution

29 missings.

Summary statistics

name label data_type value_labels missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q14 Variable dictionary numeric 1. Yes,
2. No
29 218 247 1.25 0.43 1 1 1 1 2 <U+ 2581>< U+2581> F8.0 0

Value labels

  • Yes: 1
  • No: 2

Q15

Prolog

Distribution

49 missings.

Summary statistics

name label data_type value_labels missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q15 Prolog numeric 1. Yes,
2. No
49 198 247 1.33 0.47 1 1 1 2 2 <U+ 2581>< U+2581> F8.0 0

Value labels

  • Yes: 1
  • No: 2

Q16_1

Prolog contents-Project name

Distribution

115 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q16_1 Prolog contents-Project name numeric 115 132 247 0.8 0.4 0 1 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q16_2

Prolog contents-Code developer name

Distribution

115 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q16_2 Prolog contents-Code developer name numeric 115 132 247 0.57 0.5 0 0 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q16_3

Prolog contents-Contact information for the code developer or another author

Distribution

115 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q16_3 Prolog contents-Contact information for the code developer or another author numeric 115 132 247 0.14 0.35 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q16_4

Prolog contents-The purpose of the code

Distribution

115 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q16_4 Prolog contents-The purpose of the code numeric 115 132 247 0.89 0.32 0 1 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q16_5

Prolog contents-Information about the language/program used to run the code (e.g., software package, version of language)

Distribution

115 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q16_5 Prolog contents-Information about the language/program used to run the code (e.g., software package, version of language) numeric 115 132 247 0.26 0.44 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q16_6

Prolog contents-File paths or other locating information for the data

Distribution

115 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q16_6 Prolog contents-File paths or other locating information for the data numeric 115 132 247 0.62 0.49 0 0 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q16_7

Prolog contents-File paths or other locating information for the statistical code

Distribution

115 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q16_7 Prolog contents-File paths or other locating information for the statistical code numeric 115 132 247 0.34 0.48 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q16_8

Prolog contents-The last date the code was edited

Distribution

115 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q16_8 Prolog contents-The last date the code was edited numeric 115 132 247 0.58 0.5 0 0 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q16_9

Prolog contents-Something else (please specify):

Distribution

115 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q16_9 Prolog contents-Something else (please specify): numeric 115 132 247 0.14 0.34 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q16_9_TEXT

Prolog contents-Something else (please specify):-TEXT

Distribution

0 missings.

Summary statistics

name label data_type missing complete n empty n_unique min max format.spss display_width
Q16_9_TEXT Prolog contents-Something else (please specify):-TEXT character 0 247 247 230 18 0 115 A255 0

Q17

Statistical code comments

Distribution

49 missings.

Summary statistics

name label data_type value_labels missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q17 Statistical code comments numeric 1. Yes,
2. No
49 198 247 1.15 0.36 1 1 1 1 2 <U+ 2581>< U+2581> F8.0 0

Value labels

  • Yes: 1
  • No: 2

Q18

Code comment comprehensiveness

Distribution

81 missings.

Summary statistics

name label data_type value_labels missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q18 Code comment comprehensiveness numeric 1. Comprehensive: most or all steps of analysis have comments,
2. Moderate: comments used regularly throughout the code for new sections and clarification,
3. Sparse: few or no comments used
81 166 247 1.88 0.59 1 2 2 2 3 <U+ 2581>< U+2587> F8.0 0

Value labels

  • Comprehensive: most or all steps of analysis have comments: 1
  • Moderate: comments used regularly throughout the code for new sections and clarification: 2
  • Sparse: few or no comments used: 3

Q19

Guidelines

Distribution

80 missings.

Summary statistics

name label data_type value_labels missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q19 Guidelines numeric 1. Yes, closely followed guidelines,
2. Yes, partially followed guidelines,
3. No
80 167 247 2.54 0.67 1 2 3 3 3 <U+ 2581>< U+2583> F8.0 0

Value labels

  • Yes, closely followed guidelines: 1
  • Yes, partially followed guidelines: 2
  • No: 3

Q20_1

Specific guidelines-GoogleÂ’s R Style Guide

Distribution

188 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q20_1 Specific guidelines-GoogleÂ’s R Style Guide numeric 188 59 247 0.14 0.35 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q20_2

Specific guidelines-BioconductorÂ’s Coding Standards (R)

Distribution

188 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q20_2 Specific guidelines-BioconductorÂ’s Coding Standards (R) numeric 188 59 247 0.017 0.13 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q20_3

Specific guidelines-Hadley WickhamÂ’s Style Guide (R)

Distribution

188 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q20_3 Specific guidelines-Hadley WickhamÂ’s Style Guide (R) numeric 188 59 247 0.068 0.25 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q20_4

Specific guidelines-Henrik BengtssonÂ’s R Coding Conventions

Distribution

188 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q20_4 Specific guidelines-Henrik BengtssonÂ’s R Coding Conventions numeric 188 59 247 0.034 0.18 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q20_5

Specific guidelines-Colin GillespieÂ’s R Style Guide

Distribution

188 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q20_5 Specific guidelines-Colin GillespieÂ’s R Style Guide numeric 188 59 247 0 0 0 0 0 0 0 <U+ 2581>< U+2587> F8.0 0

Q20_6

Specific guidelines-SAS Style Guide

Distribution

188 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q20_6 Specific guidelines-SAS Style Guide numeric 188 59 247 0.53 0.5 0 0 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q20_7

Specific guidelines-Guidelines for Coding of SAS Programs

Distribution

188 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q20_7 Specific guidelines-Guidelines for Coding of SAS Programs numeric 188 59 247 0.25 0.44 0 0 0 0.5 1 <U+ 2581>< U+2581> F8.0 0

Q20_8

Specific guidelines-Suggestions on Stata Programming Style

Distribution

188 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q20_8 Specific guidelines-Suggestions on Stata Programming Style numeric 188 59 247 0.085 0.28 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q20_9

Specific guidelines-Google Python Style Guide

Distribution

188 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q20_9 Specific guidelines-Google Python Style Guide numeric 188 59 247 0.017 0.13 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q20_10

Specific guidelines-GNU Mailman Style Guide (Python)

Distribution

188 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q20_10 Specific guidelines-GNU Mailman Style Guide (Python) numeric 188 59 247 0 0 0 0 0 0 0 <U+ 2581>< U+2587> F8.0 0

Q20_11

Specific guidelines-Style Guide for Python Code: PEP 8

Distribution

188 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q20_11 Specific guidelines-Style Guide for Python Code: PEP 8 numeric 188 59 247 0.034 0.18 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q20_12

Specific guidelines-Visual Basic Coding Conventions (Excel, Access)

Distribution

188 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q20_12 Specific guidelines-Visual Basic Coding Conventions (Excel, Access) numeric 188 59 247 0.085 0.28 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q20_13

Specific guidelines-MATLAB Style Guidelines

Distribution

188 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q20_13 Specific guidelines-MATLAB Style Guidelines numeric 188 59 247 0.034 0.18 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q20_14

Specific guidelines-Something else (please specify):

Distribution

188 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q20_14 Specific guidelines-Something else (please specify): numeric 188 59 247 0.17 0.38 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q20_14_TEXT

Specific guidelines-Something else (please specify):-TEXT

Distribution

0 missings.

Summary statistics

name label data_type missing complete n empty n_unique min max format.spss display_width
Q20_14_TEXT Specific guidelines-Something else (please specify):-TEXT character 0 247 247 237 11 0 142 A255 0

Q21_1

Reasons for following guidelines-Policy of my research team/lab

Distribution

187 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q21_1 Reasons for following guidelines-Policy of my research team/lab numeric 187 60 247 0.18 0.39 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q21_2

Reasons for following guidelines-Required for publication

Distribution

187 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q21_2 Reasons for following guidelines-Required for publication numeric 187 60 247 0.1 0.3 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q21_3

Reasons for following guidelines-Makes my life easier

Distribution

187 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q21_3 Reasons for following guidelines-Makes my life easier numeric 187 60 247 0.83 0.38 0 1 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q21_4

Reasons for following guidelines-It produces better code

Distribution

187 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q21_4 Reasons for following guidelines-It produces better code numeric 187 60 247 0.68 0.47 0 0 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q21_5

Reasons for following guidelines-I was taught this way

Distribution

187 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q21_5 Reasons for following guidelines-I was taught this way numeric 187 60 247 0.63 0.49 0 0 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q21_6

Reasons for following guidelines-Improves collaboration

Distribution

187 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q21_6 Reasons for following guidelines-Improves collaboration numeric 187 60 247 0.47 0.5 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q21_7

Reasons for following guidelines-Increases reproducibility

Distribution

187 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q21_7 Reasons for following guidelines-Increases reproducibility numeric 187 60 247 0.62 0.49 0 0 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q21_8

Reasons for following guidelines-Something else (please specify):

Distribution

187 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q21_8 Reasons for following guidelines-Something else (please specify): numeric 187 60 247 0.067 0.25 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q21_8_TEXT

Reasons for following guidelines-Something else (please specify):-TEXT

Distribution

0 missings.

Summary statistics

name label data_type missing complete n empty n_unique min max format.spss display_width
Q21_8_TEXT Reasons for following guidelines-Something else (please specify):-TEXT character 0 247 247 244 4 0 41 A255 0

Q22_1

Code formatting-Used nouns for variables and/or verbs for functions

Distribution

52 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q22_1 Code formatting-Used nouns for variables and/or verbs for functions numeric 52 195 247 -0.18 7.13 -99 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q22_2

Code formatting-Limited lines of code to a certain length (e.g., 80 characters maximum)

Distribution

52 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q22_2 Code formatting-Limited lines of code to a certain length (e.g., 80 characters maximum) numeric 52 195 247 -0.19 7.13 -99 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q22_3

Code formatting-Included metadata, such as the date or project name, in the file title

Distribution

52 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q22_3 Code formatting-Included metadata, such as the date or project name, in the file title numeric 52 195 247 -0.072 7.14 -99 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q22_4

Code formatting-Included seed values for analyses that included randomness

Distribution

52 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q22_4 Code formatting-Included seed values for analyses that included randomness numeric 52 195 247 -0.27 7.12 -99 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q22_5

Code formatting-Used a consistent way to name variables and functions (e.g., all lower case, camel case, meaningful words, etc)

Distribution

52 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q22_5 Code formatting-Used a consistent way to name variables and functions (e.g., all lower case, camel case, meaningful words, etc) numeric 52 195 247 0.27 7.16 -99 1 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q22_6

Code formatting-Separated analysis steps with white space or blank lines

Distribution

52 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q22_6 Code formatting-Separated analysis steps with white space or blank lines numeric 52 195 247 0.3 7.16 -99 1 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q22_7

Code formatting-Used indentation to group lines of code within procedures/functions

Distribution

52 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q22_7 Code formatting-Used indentation to group lines of code within procedures/functions numeric 52 195 247 0.056 7.15 -99 0 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q22_8

Code formatting-Wrote functions for tasks repeated multiple times

Distribution

52 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q22_8 Code formatting-Wrote functions for tasks repeated multiple times numeric 52 195 247 0 7.14 -99 0 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q22_9

Code formatting-Included some results within the annotation (e.g., mean age = 39, outcome did not meet normality assumption)

Distribution

52 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q22_9 Code formatting-Included some results within the annotation (e.g., mean age = 39, outcome did not meet normality assumption) numeric 52 195 247 -0.1 7.14 -99 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q22_10

Code formatting-Integrated code with text and results into a single output, also known as literate programming (e.g., Sweave, Jupyter Notebook, R Markdown)

Distribution

52 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q22_10 Code formatting-Integrated code with text and results into a single output, also known as literate programming (e.g., Sweave, Jupyter Notebook, R Markdown) numeric 52 195 247 -0.46 7.1 -99 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q22_11

Code formatting-Something else (please specify):

Distribution

53 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q22_11 Code formatting-Something else (please specify): numeric 53 194 247 0.031 0.17 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q22_11_TEXT

Code formatting-Something else (please specify):-TEXT

Distribution

0 missings.

Summary statistics

name label data_type missing complete n empty n_unique min max format.spss display_width
Q22_11_TEXT Code formatting-Something else (please specify):-TEXT character 0 247 247 242 6 0 122 A255 0

Q22_12

Code formatting-None of the above

Distribution

53 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q22_12 Code formatting-None of the above numeric 53 194 247 0.026 0.16 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q23

Reproducibility of statistical analyses

Distribution

32 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q23 Reproducibility of statistical analyses numeric 32 215 247 1 0 1 1 1 1 1 <U+ 2581>< U+2587> F8.0 0

Q24_1

Publication contents-Software used

Distribution

32 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q24_1 Publication contents-Software used numeric 32 215 247 0.8 0.4 0 1 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q24_2

Publication contents-Units of analysis (e.g., people, health departments)

Distribution

32 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q24_2 Publication contents-Units of analysis (e.g., people, health departments) numeric 32 215 247 0.84 0.37 0 1 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q24_3

Publication contents-Details on missing data handling

Distribution

32 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q24_3 Publication contents-Details on missing data handling numeric 32 215 247 0.65 0.48 0 0 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q24_4

Publication contents-Variable recoding details

Distribution

32 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q24_4 Publication contents-Variable recoding details numeric 32 215 247 0.53 0.5 0 0 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q24_5

Publication contents-The name, units, and types of variable analyzed

Distribution

32 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q24_5 Publication contents-The name, units, and types of variable analyzed numeric 32 215 247 0.7 0.46 0 0 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q24_6

Publication contents-The statistical approaches used (e.g., logistic regression, mixed-effects regression)

Distribution

32 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q24_6 Publication contents-The statistical approaches used (e.g., logistic regression, mixed-effects regression) numeric 32 215 247 0.83 0.37 0 1 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q24_7

Publication contents-The type of test statistics computed (e.g., chi-squared, F)

Distribution

32 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q24_7 Publication contents-The type of test statistics computed (e.g., chi-squared, F) numeric 32 215 247 0.82 0.39 0 1 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q24_8

Publication contents-The value of test statistics

Distribution

32 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q24_8 Publication contents-The value of test statistics numeric 32 215 247 0.6 0.49 0 0 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q24_9

Publication contents-The specific variables included in each statistical model

Distribution

32 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q24_9 Publication contents-The specific variables included in each statistical model numeric 32 215 247 0.67 0.47 0 0 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q24_10

Publication contents-Sample sizes for each analysis

Distribution

32 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q24_10 Publication contents-Sample sizes for each analysis numeric 32 215 247 0.77 0.42 0 1 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q24_11

Publication contents-Precise p-values when possible (e.g., p=.02 rather than p

Distribution

32 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q24_11 Publication contents-Precise p-values when possible (e.g., p=.02 rather than p numeric 32 215 247 0.71 0.45 0 0 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q24_12

Publication contents-None of the above

Distribution

32 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q24_12 Publication contents-None of the above numeric 32 215 247 0.0047 0.068 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q25_1_1

Files created/made publicly available-Created-A clean version of data used for analyses

Distribution

34 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q25_1_1 Files created/made publicly available-Created-A clean version of data used for analyses numeric 34 213 247 0.64 0.48 0 0 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q25_1_2

Files created/made publicly available-Created-Clean statistical code for results included in the publication

Distribution

34 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q25_1_2 Files created/made publicly available-Created-Clean statistical code for results included in the publication numeric 34 213 247 0.48 0.5 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q25_1_3

Files created/made publicly available-Created-A project directory with data and/or statistical code used for the publication

Distribution

34 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q25_1_3 Files created/made publicly available-Created-A project directory with data and/or statistical code used for the publication numeric 34 213 247 0.45 0.5 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q25_1_4

Files created/made publicly available-Created-A readme file explaining the data and/or statistical code

Distribution

34 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q25_1_4 Files created/made publicly available-Created-A readme file explaining the data and/or statistical code numeric 34 213 247 0.25 0.44 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q25_1_5

Files created/made publicly available-Created-None of the above

Distribution

34 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q25_1_5 Files created/made publicly available-Created-None of the above numeric 34 213 247 0.25 0.44 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q25_2_1

Files created/made publicly available-Made publicly available-A clean version of data used for analyses

Distribution

32 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q25_2_1 Files created/made publicly available-Made publicly available-A clean version of data used for analyses numeric 32 215 247 0.12 0.32 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q25_2_2

Files created/made publicly available-Made publicly available-Clean statistical code for results included in the publication

Distribution

32 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q25_2_2 Files created/made publicly available-Made publicly available-Clean statistical code for results included in the publication numeric 32 215 247 0.093 0.29 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q25_2_3

Files created/made publicly available-Made publicly available-A project directory with data and/or statistical code used for the publication

Distribution

32 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q25_2_3 Files created/made publicly available-Made publicly available-A project directory with data and/or statistical code used for the publication numeric 32 215 247 0.065 0.25 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q25_2_4

Files created/made publicly available-Made publicly available-A readme file explaining the data and/or statistical code

Distribution

32 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q25_2_4 Files created/made publicly available-Made publicly available-A readme file explaining the data and/or statistical code numeric 32 215 247 0.07 0.26 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q25_2_5

Files created/made publicly available-Made publicly available-None of the above

Distribution

32 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q25_2_5 Files created/made publicly available-Made publicly available-None of the above numeric 32 215 247 0.83 0.37 0 1 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q26

Have you ever made your statistical code publicly available?

Distribution

53 missings.

Summary statistics

name label data_type value_labels missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q26 Have you ever made your statistical code publicly available? numeric 1. Yes,
2. No
53 194 247 1.89 0.32 1 2 2 2 2 <U+ 2581>< U+2581> F8.0 0

Value labels

  • Yes: 1
  • No: 2

Q27

Have you ever published with public data?

Distribution

75 missings.

Summary statistics

name label data_type value_labels missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q27 Have you ever published with public data? numeric 1. Yes,
2. No
75 172 247 1.73 0.45 1 1 2 2 2 <U+ 2581>< U+2581> F8.0 0

Value labels

  • Yes: 1
  • No: 2

Q28_1_1

Required to make publicly available?-Data-Yes, by a funder

Distribution

211 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q28_1_1 Required to make publicly available?-Data-Yes, by a funder numeric 211 36 247 0.19 0.4 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q28_1_2

Required to make publicly available?-Data-Yes, by the journal

Distribution

211 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q28_1_2 Required to make publicly available?-Data-Yes, by the journal numeric 211 36 247 0.083 0.28 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q28_1_3

Required to make publicly available?-Data-Yes, by my employer

Distribution

211 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q28_1_3 Required to make publicly available?-Data-Yes, by my employer numeric 211 36 247 0.19 0.4 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q28_1_4

Required to make publicly available?-Data-Yes, by my research team

Distribution

211 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q28_1_4 Required to make publicly available?-Data-Yes, by my research team numeric 211 36 247 0.14 0.35 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q28_1_5

Required to make publicly available?-Data-No, it was not required

Distribution

211 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q28_1_5 Required to make publicly available?-Data-No, it was not required numeric 211 36 247 0.5 0.51 0 0 0.5 1 1 <U+ 2581>< U+2581> F8.0 0

Q28_2_1

Required to make publicly available?-Statistical code-Yes, by a funder

Distribution

213 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q28_2_1 Required to make publicly available?-Statistical code-Yes, by a funder numeric 213 34 247 0.088 0.29 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q28_2_2

Required to make publicly available?-Statistical code-Yes, by the journal

Distribution

213 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q28_2_2 Required to make publicly available?-Statistical code-Yes, by the journal numeric 213 34 247 0.059 0.24 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q28_2_3

Required to make publicly available?-Statistical code-Yes, by my employer

Distribution

213 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q28_2_3 Required to make publicly available?-Statistical code-Yes, by my employer numeric 213 34 247 0.059 0.24 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q28_2_4

Required to make publicly available?-Statistical code-Yes, by my research team

Distribution

213 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q28_2_4 Required to make publicly available?-Statistical code-Yes, by my research team numeric 213 34 247 0.12 0.33 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q28_2_5

Required to make publicly available?-Statistical code-No, it was not required

Distribution

213 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q28_2_5 Required to make publicly available?-Statistical code-No, it was not required numeric 213 34 247 0.79 0.41 0 1 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q29

Code development

Distribution

52 missings.

Summary statistics

name label data_type value_labels missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q29 Code development numeric 1. The code was developed by one person working alone,
2. The code was developed by one person and other people checked the code (co-pilot strategy),
3. Code was developed in separate files by two or more people independently and then compared before choosing one or a combination of the two (i.e., parallel code development),
4. Code was developed by two or more people working together on the same coding file
52 195 247 1.9 0.97 1 1 2 2 4 <U+ 2581>< U+2581> F8.0 0

Value labels

  • The code was developed by one person working alone: 1
  • The code was developed by one person and other people checked the code (co-pilot strategy): 2
  • Code was developed in separate files by two or more people independently and then compared before choosing one or a combination of the two (i.e., parallel code development): 3
  • Code was developed by two or more people working together on the same coding file: 4

Q30

Research reproducibility facilitators and barriers

Distribution

33 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q30 Research reproducibility facilitators and barriers numeric 33 214 247 1 0 1 1 1 1 1 <U+ 2581>< U+2587> F8.0 0

Q31_1

Reproducible research facilitators-Additional human and financial resources

Distribution

36 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q31_1 Reproducible research facilitators-Additional human and financial resources numeric 36 211 247 0.27 0.45 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q31_2

Reproducible research facilitators-Training on reproducible research practices

Distribution

36 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q31_2 Reproducible research facilitators-Training on reproducible research practices numeric 36 211 247 0.52 0.5 0 0 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q31_3

Reproducible research facilitators-Requirements by funders to disseminate data and statistical code

Distribution

36 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q31_3 Reproducible research facilitators-Requirements by funders to disseminate data and statistical code numeric 36 211 247 0.41 0.49 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q31_4

Reproducible research facilitators-Requirements by journals to include access to data and statistical code

Distribution

36 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q31_4 Reproducible research facilitators-Requirements by journals to include access to data and statistical code numeric 36 211 247 0.45 0.5 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q31_5

Reproducible research facilitators-Workplace incentives (e.g., pay increases or more credit toward tenure for reproducible/reproduced work)

Distribution

36 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q31_5 Reproducible research facilitators-Workplace incentives (e.g., pay increases or more credit toward tenure for reproducible/reproduced work) numeric 36 211 247 0.15 0.36 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q31_6

Reproducible research facilitators-Something else (please specify):

Distribution

36 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q31_6 Reproducible research facilitators-Something else (please specify): numeric 36 211 247 0.1 0.3 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q31_6_TEXT

Reproducible research facilitators-Something else (please specify):-TEXT

Distribution

## 21  unique, categorical values, so not shown.

0 missings.

Summary statistics

name label data_type missing complete n empty n_unique min max format.spss display_width
Q31_6_TEXT Reproducible research facilitators-Something else (please specify):-TEXT character 0 247 247 227 21 0 295 A255 0

Q32_1

Reproducible research barriers-Lack of time

Distribution

33 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q32_1 Reproducible research barriers-Lack of time numeric 33 214 247 0.41 0.49 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q32_2

Reproducible research barriers-Lack of knowledge/training on reproducible research practices

Distribution

33 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q32_2 Reproducible research barriers-Lack of knowledge/training on reproducible research practices numeric 33 214 247 0.24 0.43 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q32_3

Reproducible research barriers-Data privacy

Distribution

33 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q32_3 Reproducible research barriers-Data privacy numeric 33 214 247 0.5 0.5 0 0 0.5 1 1 <U+ 2581>< U+2581> F8.0 0

Q32_4

Reproducible research barriers-Intellectual property concerns

Distribution

33 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q32_4 Reproducible research barriers-Intellectual property concerns numeric 33 214 247 0.33 0.47 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q32_5

Reproducible research barriers-Professional competition

Distribution

33 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q32_5 Reproducible research barriers-Professional competition numeric 33 214 247 0.17 0.37 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q32_6

Reproducible research barriers-Concerns of errors being discovered

Distribution

33 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q32_6 Reproducible research barriers-Concerns of errors being discovered numeric 33 214 247 0.12 0.33 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q32_7

Reproducible research barriers-Lack of incentive

Distribution

33 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q32_7 Reproducible research barriers-Lack of incentive numeric 33 214 247 0.2 0.4 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q32_8

Reproducible research barriers-Something else (please specify):

Distribution

33 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q32_8 Reproducible research barriers-Something else (please specify): numeric 33 214 247 0.042 0.2 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q32_8_TEXT

Reproducible research barriers-Something else (please specify):-TEXT

Distribution

0 missings.

Summary statistics

name label data_type missing complete n empty n_unique min max format.spss display_width
Q32_8_TEXT Reproducible research barriers-Something else (please specify):-TEXT character 0 247 247 238 10 0 104 A255 0

Q32_9

Reproducible research barriers-No barriers experienced

Distribution

33 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q32_9 Reproducible research barriers-No barriers experienced numeric 33 214 247 0.0047 0.068 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q32_10

Reproducible research barriers-I have not tried to make data or statistical code available

Distribution

33 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q32_10 Reproducible research barriers-I have not tried to make data or statistical code available numeric 33 214 247 0.28 0.45 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q33

If training were available on reproducible research practices, how likely are you to participate?

Distribution

33 missings.

Summary statistics

name label data_type value_labels missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q33 If training were available on reproducible research practices, how likely are you to participate? numeric 1. Very likely,
2. Somewhat likely,
3. Somewhat unlikely,
4. Very unlikely
33 214 247 1.77 0.77 1 1 2 2 4 <U+ 2581>< U+2581> F8.0 0

Value labels

  • Very likely: 1
  • Somewhat likely: 2
  • Somewhat unlikely: 3
  • Very unlikely: 4

Q34_1

Training format preference-In-person workshop or short course

Distribution

62 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q34_1 Training format preference-In-person workshop or short course numeric 62 185 247 0.42 0.5 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q34_2

Training format preference-In-person one-on-one assistance

Distribution

62 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q34_2 Training format preference-In-person one-on-one assistance numeric 62 185 247 0.1 0.3 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q34_3

Training format preference-Online asynchronous course

Distribution

62 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q34_3 Training format preference-Online asynchronous course numeric 62 185 247 0.34 0.47 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q34_4

Training format preference-Online live webinar

Distribution

62 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q34_4 Training format preference-Online live webinar numeric 62 185 247 0.43 0.5 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q34_5

Training format preference-Documents (e.g., manual, collection of resources, checklists, etc)

Distribution

62 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q34_5 Training format preference-Documents (e.g., manual, collection of resources, checklists, etc) numeric 62 185 247 0.43 0.5 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q34_6

Training format preference-Blog or other living web presence

Distribution

62 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q34_6 Training format preference-Blog or other living web presence numeric 62 185 247 0.086 0.28 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q34_7

Training format preference-Social media site

Distribution

62 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q34_7 Training format preference-Social media site numeric 62 185 247 0.022 0.15 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q34_8

Training format preference-Something else (please specify):

Distribution

62 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q34_8 Training format preference-Something else (please specify): numeric 62 185 247 0.0054 0.074 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q34_8_TEXT

Training format preference-Something else (please specify):-TEXT

Distribution

0 missings.

Summary statistics

name label data_type missing complete n empty n_unique min max format.spss display_width
Q34_8_TEXT Training format preference-Something else (please specify):-TEXT character 0 247 247 246 2 0 22 A255 0

Q35

Participant characteristics

Distribution

33 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q35 Participant characteristics numeric 33 214 247 1 0 1 1 1 1 1 <U+ 2581>< U+2587> F8.0 0

Q36

Identify the statistical software you use the most often:

Distribution

33 missings.

Summary statistics

name label data_type value_labels missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q36 Identify the statistical software you use the most often: numeric 1. Excel,
2. M-Plus,
3. MatLab,
4. Python,
5. R,
6. SAS,
7. SPSS,
8. Stata,
9. Other (please specify)
33 214 247 6.15 1.86 1 6 6 7 9 <U+ 2581>< U+2582> F8.0 0

Value labels

  • Excel: 1
  • M-Plus: 2
  • MatLab: 3
  • Python: 4
  • R: 5
  • SAS: 6
  • SPSS: 7
  • Stata: 8
  • Other (please specify): 9

Q36_TEXT

Identify the statistical software you use the most often:-TEXT

Distribution

0 missings.

Summary statistics

name label data_type missing complete n empty n_unique min max format.spss display_width
Q36_TEXT Identify the statistical software you use the most often:-TEXT character 0 247 247 239 9 0 75 A255 0

Q37_1

Top 2 resources-Software user manual(s)

Distribution

33 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q37_1 Top 2 resources-Software user manual(s) numeric 33 214 247 0.34 0.47 0 0 0 1 1 <U+ 2581>< U+2581> F8.0 0

Q37_2

Top 2 resources-Textbook or reference book

Distribution

33 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q37_2 Top 2 resources-Textbook or reference book numeric 33 214 247 0.22 0.42 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q37_3

Top 2 resources-Internet search (i.e. Google)

Distribution

33 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q37_3 Top 2 resources-Internet search (i.e. Google) numeric 33 214 247 0.7 0.46 0 0 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q37_4

Top 2 resources-YouTube video demonstration or something similar

Distribution

33 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q37_4 Top 2 resources-YouTube video demonstration or something similar numeric 33 214 247 0.14 0.35 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q37_5

Top 2 resources-In-person one-on-one help

Distribution

33 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q37_5 Top 2 resources-In-person one-on-one help numeric 33 214 247 0.12 0.33 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q37_6

Top 2 resources-Email help

Distribution

33 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q37_6 Top 2 resources-Email help numeric 33 214 247 0.028 0.17 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q37_7

Top 2 resources-Help via a chat feature (gchat or similar)

Distribution

33 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q37_7 Top 2 resources-Help via a chat feature (gchat or similar) numeric 33 214 247 0.014 0.12 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q37_8

Top 2 resources-Online training or course

Distribution

33 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q37_8 Top 2 resources-Online training or course numeric 33 214 247 0.037 0.19 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q37_9

Top 2 resources-In-person training or course

Distribution

33 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q37_9 Top 2 resources-In-person training or course numeric 33 214 247 0.047 0.21 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q37_10

Top 2 resources-Websites, blogs (i.e. Stack Exchange)

Distribution

33 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q37_10 Top 2 resources-Websites, blogs (i.e. Stack Exchange) numeric 33 214 247 0.23 0.42 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q37_11

Top 2 resources-Something else (specify):

Distribution

33 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q37_11 Top 2 resources-Something else (specify): numeric 33 214 247 0.037 0.19 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q37_11_TEXT

Top 2 resources-Something else (specify):-TEXT

Distribution

0 missings.

Summary statistics

name label data_type missing complete n empty n_unique min max format.spss display_width
Q37_11_TEXT Top 2 resources-Something else (specify):-TEXT character 0 247 247 239 9 0 80 A255 0

Q38

Degree

Distribution

33 missings.

Summary statistics

name label data_type value_labels missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q38 Degree numeric 1. PhD,
2. MD,
3. MD/PhD,
4. DrPH,
5. DSc,
6. EdD,
7. MPH,
8. MSW,
9. MS or MSc,
10. MRes or MPhil,
11. MA,
12. MBA,
13. MAT,
14. BS,
15. BA,
16. Something else (please specify):
33 214 247 5.26 4.43 1 1 4.5 7 16 <U+ 2581>< U+2585> F8.0 0

Value labels

  • PhD: 1
  • MD: 2
  • MD/PhD: 3
  • DrPH: 4
  • DSc: 5
  • EdD: 6
  • MPH: 7
  • MSW: 8
  • MS or MSc: 9
  • MRes or MPhil: 10
  • MA: 11
  • MBA: 12
  • MAT: 13
  • BS: 14
  • BA: 15
  • Something else (please specify):: 16

Q38_TEXT

Degree-TEXT

Distribution

0 missings.

Summary statistics

name label data_type missing complete n empty n_unique min max format.spss display_width
Q38_TEXT Degree-TEXT character 0 247 247 240 7 0 43 A255 0

Q39

Degree field

Distribution

## 84  unique, categorical values, so not shown.

0 missings.

Summary statistics

name label data_type missing complete n empty n_unique min max format.spss display_width
Q39 Degree field character 0 247 247 38 84 0 46 A255 0

Q40

Job title

Distribution

## 136  unique, categorical values, so not shown.

0 missings.

Summary statistics

name label data_type missing complete n empty n_unique min max format.spss display_width
Q40 Job title character 0 247 247 39 136 0 114 A255 0

Q41

How long have you been in your current position?

Distribution

36 missings.

Summary statistics

name label data_type value_labels missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q41 How long have you been in your current position? numeric 1. Less than 1 year,
2. 1-3 years,
3. 4-10 years,
4. More than 10 years
36 211 247 2.48 0.94 1 2 2 3 4 <U+ 2581>< U+2581> F8.0 0

Value labels

  • Less than 1 year: 1
  • 1-3 years: 2
  • 4-10 years: 3
  • More than 10 years: 4

Q42

What type of organization are you in?

Distribution

36 missings.

Summary statistics

name label data_type value_labels missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q42 What type of organization are you in? numeric 1. University/school,
2. For-profit,
3. Government,
4. Nonprofit,
5. Something else (please specify):
36 211 247 2 1.27 1 1 1 3 5 <U+ 2582>< U+2582> F8.0 0

Value labels

  • University/school: 1
  • For-profit: 2
  • Government: 3
  • Nonprofit: 4
  • Something else (please specify):: 5

Q42_TEXT

What type of organization are you in?-TEXT

Distribution

0 missings.

Summary statistics

name label data_type missing complete n empty n_unique min max format.spss display_width
Q42_TEXT What type of organization are you in?-TEXT character 0 247 247 241 7 0 65 A255 0

Q43

Gender

Distribution

37 missings.

Summary statistics

name label data_type value_labels missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q43 Gender numeric 1. Male,
2. Female,
3. Transgender,
4. Do not identify as female, male, or transgender
37 210 247 1.63 0.55 1 1 2 2 4 <U+ 2581>< U+2581> F8.0 0

Value labels

  • Male: 1
  • Female: 2
  • Transgender: 3
  • Do not identify as female, male, or transgender: 4

Q44_1

Race/ethnicity-White

Distribution

40 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q44_1 Race/ethnicity-White numeric 40 207 247 0.73 0.44 0 0 1 1 1 <U+ 2581>< U+2581> F8.0 0

Q44_2

Race/ethnicity-Hispanic, Latino, or Spanish origin

Distribution

40 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q44_2 Race/ethnicity-Hispanic, Latino, or Spanish origin numeric 40 207 247 0.077 0.27 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q44_3

Race/ethnicity-Black or African American

Distribution

40 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q44_3 Race/ethnicity-Black or African American numeric 40 207 247 0.072 0.26 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q44_4

Race/ethnicity-Asian

Distribution

40 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q44_4 Race/ethnicity-Asian numeric 40 207 247 0.13 0.34 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q44_5

Race/ethnicity-American Indian or Alaska Native

Distribution

40 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q44_5 Race/ethnicity-American Indian or Alaska Native numeric 40 207 247 0.034 0.18 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q44_6

Race/ethnicity-Middle Eastern or North African

Distribution

40 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q44_6 Race/ethnicity-Middle Eastern or North African numeric 40 207 247 0.034 0.18 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q44_7

Race/ethnicity-Native Hawaiian or Other Pacific Islander

Distribution

40 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q44_7 Race/ethnicity-Native Hawaiian or Other Pacific Islander numeric 40 207 247 0.0048 0.07 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q44_8

Race/ethnicity-Some other race, ethnicity, or origin

Distribution

40 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q44_8 Race/ethnicity-Some other race, ethnicity, or origin numeric 40 207 247 0.034 0.18 0 0 0 0 1 <U+ 2581>< U+2581> F8.0 0

Q45

Age

Distribution

50 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q45 Age numeric 50 197 247 40.1 13.68 22 30 36 49 99.8 <U+ 2586>< U+2582> F8.2 0

Q46

Suggestions

Distribution

## 52  unique, categorical values, so not shown.

0 missings.

Summary statistics

name label data_type missing complete n empty n_unique min max format.spss display_width
Q46 Suggestions character 0 247 247 190 52 0 1701 A255 0

Q47

Thanks message

Distribution

38 missings.

Summary statistics

name label data_type missing complete n mean sd p0 p25 p50 p75 p100 hist format.spss display_width
Q47 Thanks message numeric 38 209 247 1 0 1 1 1 1 1 <U+ 2581>< U+2587> F8.0 0

Missingness report

Among those who finished the survey. Only variables that have missings are shown.

Table continues below
description Q7_1_1 Q7_1_2 Q7_1_3 Q7_1_4 Q7_1_5
Missings per variable 21 21 21 21 21
Missings in 33 variables 1 1 1 1 1
Missings in 11 variables 1 1 1 1 1
Missings in 167 variables 0 0 0 0 0
Missings in 42 variables 1 1 1 1 1
Missings in 44 variables 1 1 1 1 1
Missings in 67 variables 1 1 1 1 1
Missings in 20 variables 1 1 1 1 1
Missings in 34 variables 1 1 1 1 1
Missings in 23 variables 1 1 1 1 1
Missings in 50 variables 1 1 1 1 1
Missings in 25 variables 1 1 1 1 1
Missings in 35 variables 1 1 1 1 1
Missings in 19 variables 1 1 1 1 1
Missings in 66 variables 1 1 1 1 1
Missings in 12 variables 1 1 1 1 1
Missings in 41 variables 1 1 1 1 1
Missings in 149 variables 1 1 1 1 1
62 other, less frequent patterns 60 60 60 60 60
Table continues below
Q7_1_6 Q8_1_1 Q8_1_2 Q7_2_1 Q7_2_2 Q7_2_3 Q7_2_4 Q7_2_5 Q7_2_6
21 21 21 23 23 23 23 23 23
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
60 60 60 58 58 58 58 58 58
Table continues below
Q9_1 Q10_1_1 Q10_1_2 Q10_1_3 Q11_1 Q12_1 Q12_2 Q14 Q23 Q24_1
23 26 26 26 26 27 27 29 32 32
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 0
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 0 0 0 0 0 0 0 0 0
59 59 59 59 59 58 58 56 53 53
Table continues below
Q24_2 Q24_3 Q24_4 Q24_5 Q24_6 Q24_7 Q24_8 Q24_9 Q24_10
32 32 32 32 32 32 32 32 32
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0
53 53 53 53 53 53 53 53 53
Table continues below
Q24_11 Q24_12 Q25_2_1 Q25_2_2 Q25_2_3 Q25_2_4 Q25_2_5 Q30
32 32 32 32 32 32 32 33
1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0
1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0
53 53 53 53 53 53 53 52
Table continues below
Q32_1 Q32_2 Q32_3 Q32_4 Q32_5 Q32_6 Q32_7 Q32_8 Q32_9 Q32_10
33 33 33 33 33 33 33 33 33 33
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 0
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 0
52 52 52 52 52 52 52 52 52 52
Table continues below
Q33 Q35 Q36 Q37_1 Q37_2 Q37_3 Q37_4 Q37_5 Q37_6 Q37_7
33 33 33 33 33 33 33 33 33 33
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 0
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 0
52 52 52 52 52 52 52 52 52 52
Table continues below
Q37_8 Q37_9 Q37_10 Q37_11 Q38 Q25_1_1 Q25_1_2 Q25_1_3 Q25_1_4
33 33 33 33 33 34 34 34 34
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0
52 52 52 52 52 51 51 51 51
Table continues below
Q25_1_5 Q31_1 Q31_2 Q31_3 Q31_4 Q31_5 Q31_6 Q41 Q42 Q43
34 36 36 36 36 36 36 36 36 37
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 0
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 0
51 49 49 49 49 49 49 49 49 48
Table continues below
Q47 Q44_1 Q44_2 Q44_3 Q44_4 Q44_5 Q44_6 Q44_7 Q44_8 Q8_2_1
38 40 40 40 40 40 40 40 40 44
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 0
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 0
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 0
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 1
47 45 45 45 45 45 45 45 45 53
Table continues below
Q8_2_2 Q9_2 Q11_2 Q10_2_1 Q10_2_2 Q10_2_3 Q13 Q15 Q17 Q45
44 45 48 49 49 49 49 49 49 50
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 0
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 0 0 0 0 0 0 0 0
53 53 53 52 52 52 52 52 52 35
Table continues below
Q22_1 Q22_2 Q22_3 Q22_4 Q22_5 Q22_6 Q22_7 Q22_8 Q22_9 Q22_10
52 52 52 52 52 52 52 52 52 52
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 0
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 0
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 0
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 0
49 49 49 49 49 49 49 49 49 49
Table continues below
Q29 Q22_11 Q22_12 Q26 Q34_1 Q34_2 Q34_3 Q34_4 Q34_5 Q34_6
52 53 53 53 62 62 62 62 62 62
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 0
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
0 0 0 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 0 0 0 0 0 0
1 1 1 0 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 0 0 0 0 0 0
0 0 0 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0
49 48 48 40 38 38 38 38 38 38
Table continues below
Q34_7 Q34_8 Q27 Q19 Q18 Q16_1 Q16_2 Q16_3 Q16_4 Q16_5
62 62 75 80 81 115 115 115 115 115
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 0
1 1 1 1 1 0 0 0 0 0
1 1 1 0 0 0 0 0 0 0
1 1 1 0 0 0 0 0 0 0
1 1 1 1 1 0 0 0 0 0
1 1 0 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
0 0 1 1 1 0 0 0 0 0
1 1 0 1 1 1 1 1 1 1
1 1 1 0 0 1 1 1 1 1
0 0 1 1 1 1 1 1 1 1
1 1 1 0 0 0 0 0 0 0
1 1 0 1 1 1 1 1 1 1
0 0 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 0
38 38 31 42 41 33 33 33 33 33
Table continues below
Q16_6 Q16_7 Q16_8 Q16_9 Q21_1 Q21_2 Q21_3 Q21_4 Q21_5 Q21_6
115 115 115 115 187 187 187 187 187 187
1 1 1 1 0 0 0 0 0 0
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0
0 0 0 0 1 1 1 1 1 1
1 1 1 1 0 0 0 0 0 0
1 1 1 1 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0
1 1 1 1 0 0 0 0 0 0
1 1 1 1 0 0 0 0 0 0
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 0
1 1 1 1 1 1 1 1 1 1
1 1 1 1 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0
33 33 33 33 21 21 21 21 21 21
Table continues below
Q21_7 Q21_8 Q20_1 Q20_2 Q20_3 Q20_4 Q20_5 Q20_6 Q20_7 Q20_8
187 187 188 188 188 188 188 188 188 188
0 0 0 0 0 0 0 0 0 0
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 0
1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0
21 21 20 20 20 20 20 20 20 20
Table continues below
Q20_9 Q20_10 Q20_11 Q20_12 Q20_13 Q20_14 Q28_1_1 Q28_1_2
188 188 188 188 188 188 211 211
0 0 0 0 0 0 0 0
1 1 1 1 1 1 0 0
0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0
1 1 1 1 1 1 0 0
0 0 0 0 0 0 0 0
0 0 0 0 0 0 1 1
0 0 0 0 0 0 0 0
0 0 0 0 0 0 1 1
0 0 0 0 0 0 0 0
1 1 1 1 1 1 0 0
0 0 0 0 0 0 0 0
1 1 1 1 1 1 0 0
0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0
20 20 20 20 20 20 22 22
Table continues below
Q28_1_3 Q28_1_4 Q28_1_5 Q28_2_1 Q28_2_2 Q28_2_3 Q28_2_4 Q28_2_5
211 211 211 213 213 213 213 213
0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0
1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0
1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0
22 22 22 20 20 20 20 20
Q5 var_miss n_miss
233 12307 12307
0 33 40
0 11 22
0 167 19
0 42 16
0 44 14
0 67 12
0 20 9
0 34 7
0 23 6
0 50 6
0 25 6
0 35 5
0 19 4
1 66 4
0 12 3
0 41 3
0 149 3
10 3034 68

Codebook table